{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#多维数组的索引和切片(作业名称)\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 王续龙\n",
    "- 年级: 2020\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 1班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容**为我个人书写非直接抄袭所得。**\n",
    "    - 我**可以解释答题思路并复现我的答案。**\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "img = io.imread('stop.jpg')\n",
    "avg = cv.imread('stop.jpg',0)\n",
    "#print(avg)\n",
    "r = img[:,:,0]\n",
    "mask = r>(1.5*avg)\n",
    "#print(mask)\n",
    "img2 = io.imread('stop.jpg')\n",
    "img2[mask] = [0,0,255]\n",
    "img3 = io.imread('stop.jpg')\n",
    "img3[mask]=[0,0,0]\n",
    "img4 = io.imread('stop.jpg')\n",
    "img4[r<=avg*1.5] = [0,0,0]\n",
    "fg,ax=plt.subplots(1,5,figsize=(20,4))\n",
    "ax[0].imshow(img)\n",
    "ax[0].set_title('stop.jpg')\n",
    "ax[1].imshow(mask,cmap='gray')\n",
    "ax[1].set_title('mask')\n",
    "ax[2].imshow(img2)\n",
    "ax[2].set_title('red  ->  blue')\n",
    "ax[3].imshow(img3)\n",
    "ax[3].set_title('only  backgroud')\n",
    "ax[4].imshow(img4)\n",
    "ax[4].set_title('only  masked')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
